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params=params,
encoder=multiencoder,
decoder=decoder,
collater=collater)
# Set the active app to be cannonsim (this is redundant when only one app
# has been added)
my_campaign.set_app("cannonsim")
# Set up sampler
sweep1 = {
"angle": [0.1, 0.2, 0.3],
"height": [2.0, 10.0],
"velocity": [10.0, 10.1, 10.2]
}
sampler = uq.sampling.BasicSweep(sweep=sweep1)
# Set the campaign to use this sampler
my_campaign.set_sampler(sampler)
# Test reloading
my_campaign.save_state(tmpdir + "test_multiencoder.json")
reloaded_campaign = uq.Campaign(state_file=tmpdir + "test_multiencoder.json", work_dir=tmpdir)
# Draw all samples
my_campaign.draw_samples()
# Print the list of runs now in the campaign db
print("List of runs added:")
pprint(my_campaign.list_runs())
print("---")
# Set the active app to be cannonsim (this is redundant when only one app
# has been added)
my_campaign.set_app("cannonsim")
# Create a collation element for this campaign
collater = uq.collate.AggregateSamples(average=False)
my_campaign.set_collater(collater)
# Make a sweep sampler
sweep = {
"angle": [0.1, 0.2, 0.3],
"height": [2.0, 10.0],
"velocity": [10.0, 10.1, 10.2]
}
sampler1 = uq.sampling.BasicSweep(sweep=sweep)
print("Serialized sampler:", sampler1.serialize())
# Set the campaign to use this sampler
my_campaign.set_sampler(sampler1)
# Draw first 5 samples
my_campaign.draw_samples(num_samples=5)
# Print the list of runs now in the campaign db
print("List of runs added:")
pprint(my_campaign.list_runs())
print("---")
# Encode all runs into a local directory
pprint(
# Set the active app to be cannonsim (this is redundant when only one app
# has been added)
my_campaign.set_app("cannonsim")
# Set up samplers
sweep1 = {
"angle": [0.1, 0.2, 0.3],
"height": [2.0, 10.0],
"velocity": [10.0, 10.1, 10.2]
}
sampler1 = uq.sampling.BasicSweep(sweep=sweep1)
sweep2 = {
"air_resistance": [0.2, 0.3, 0.4]
}
sampler2 = uq.sampling.BasicSweep(sweep=sweep2)
vary = {
"gravity": cp.Uniform(9.8, 1.0),
"mass": cp.Uniform(2.0, 10.0),
}
sampler3 = uq.sampling.RandomSampler(vary=vary, max_num=5)
# Make a multisampler
multisampler = uq.sampling.MultiSampler(sampler1, sampler2, sampler3)
# Set the campaign to use this sampler
my_campaign.set_sampler(multisampler)
# Test reloading
my_campaign.save_state(tmpdir + "test_multisampler.json")
reloaded_campaign = uq.Campaign(state_file=tmpdir + "test_multisampler.json", work_dir=tmpdir)
"height": cp.Uniform(2.0, 10.0),
"velocity": cp.Normal(10.0, 1.0),
"mass": cp.Uniform(5.0, 1.0)
}
sampler = uq.sampling.RandomSampler(vary=vary)
campaign(tmpdir, 'cannon', 'cannonsim', params, encoder, decoder, sampler,
collater, actions, stats, vary, 5, 1)
# campaign(tmpdir, 'cannon', 'cannonsim', params, encoder, decoder, sampler,
# collater, None, stats, vary, 5, 1, call_fn=execute_cannonsim)
# Make a sweep sampler
sweep = {
"angle": [0.1, 0.2, 0.3],
"height": [2.0, 10.0],
"velocity": [10.0, 10.1, 10.2]
}
sampler = uq.sampling.BasicSweep(sweep=sweep)
campaign(tmpdir, 'cannonsim', 'cannonsim', params, encoder, decoder, sampler,
collater, actions, None, sweep, 5, 1)
encoder = uq.encoders.GenericEncoder(
template_fname='tests/cannonsim/test_input/cannonsim.template',
delimiter='#',
target_filename='in.cannon')
output_cols = ['Dist', 'lastvx', 'lastvy']
decoder = uq.decoders.SimpleCSV(
target_filename='output.csv', output_columns=output_cols, header=0)
# Create a collation element for this campaign
collater = uq.collate.AggregateByVariables(average=False)
# Make a random sampler
sweep = {
"angle": [0.1, 0.2, 0.3],
"height": [2.0, 10.0],
"velocity": [10.0, 10.1, 10.2]
}
sampler = uq.sampling.BasicSweep(sweep=sweep)
my_campaign = uq.Campaign(name='aggregate_by_var', work_dir=tmpdir, db_location='sqlite:///')
my_campaign.add_app(name="cannon_test",
params=params,
encoder=encoder,
decoder=decoder,
collater=collater)
my_campaign.set_app("cannon_test")
sampler = uq.sampling.BasicSweep(sweep=sweep)
my_campaign.set_sampler(sampler)
my_campaign.draw_samples()
my_campaign.populate_runs_dir()
actions = uq.actions.ExecuteLocal("tests/cannonsim/bin/cannonsim in.cannon output.csv")
my_campaign.apply_for_each_run_dir(actions)
my_campaign.collate()
params=params,
encoder=encoder,
decoder=decoder,
collater=collater)
# Set the active app to be cannonsim (this is redundant when only one app
# has been added)
my_campaign.set_app("cannonsim")
# Set up samplers
sweep1 = {
"angle": [0.1, 0.2, 0.3],
"height": [2.0, 10.0],
"velocity": [10.0, 10.1, 10.2]
}
sampler1 = uq.sampling.BasicSweep(sweep=sweep1)
sweep2 = {
"air_resistance": [0.2, 0.3, 0.4]
}
sampler2 = uq.sampling.BasicSweep(sweep=sweep2)
vary = {
"gravity": cp.Uniform(9.8, 1.0),
"mass": cp.Uniform(2.0, 10.0),
}
sampler3 = uq.sampling.RandomSampler(vary=vary, max_num=5)
# Make a multisampler
multisampler = uq.sampling.MultiSampler(sampler1, sampler2, sampler3)
# Set the campaign to use this sampler